ArbIS Matched Dataset Report

Dataset statistics

Number of variables	21
Number of observations	2624
Missing cells	4607
Missing cells (%)	8.4%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	430.6 KiB
Average record size in memory	168.0 B

Variable types

NUM	16
CAT	4
BOOL	1

Warnings

`TempDist` has 2351 (89.6%) missing values	Missing
`SpatDist` has 2256 (86.0%) missing values	Missing
`Duration` is highly skewed (γ1 = 29.48313023)	Skewed
`df_index` has unique values	Unique
`AnzGesperrtFs` has 763 (29.1%) zeros	Zeros
`Length` has 756 (28.8%) zeros	Zeros
`Duration` has 421 (16.0%) zeros	Zeros

Reproduction

Analysis started	2020-11-20 11:05:30.649088
Analysis finished	2020-11-20 11:06:53.334306
Duration	1 minute and 22.69 seconds
Software version	pandas-profiling v2.9.0
Download configuration	config.yaml

df_index
Real number (ℝ_≥0)

UNIQUE

Distinct	2624
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1616.889863
Minimum	0
Maximum	3240
Zeros	1
Zeros (%)	< 0.1%
Memory size	20.5 KiB

Quantile statistics

Minimum	0
5-th percentile	153.15
Q1	774.75
median	1622.5
Q3	2425.25
95-th percentile	3084.85
Maximum	3240
Range	3240
Interquartile range (IQR)	1650.5

Descriptive statistics

Standard deviation	943.7679253
Coefficient of variation (CV)	0.58369339
Kurtosis	-1.206850872
Mean	1616.889863
Median Absolute Deviation (MAD)	825.5
Skewness	-0.005704106659
Sum	4242719
Variance	890697.8967
Monotocity	Strictly increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2047	1	< 0.1%
3135	1	< 0.1%
3133	1	< 0.1%
1084	1	< 0.1%
3131	1	< 0.1%
1082	1	< 0.1%
3129	1	< 0.1%
1080	1	< 0.1%
3127	1	< 0.1%
1078	1	< 0.1%
Other values (2614)	2614	99.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1	< 0.1%
1	1	< 0.1%
2	1	< 0.1%
3	1	< 0.1%
4	1	< 0.1%

Value	Count	Frequency (%)
3240	1	< 0.1%
3238	1	< 0.1%
3237	1	< 0.1%
3236	1	< 0.1%
3235	1	< 0.1%

TempMax
Real number (ℝ_≥0)

Distinct	200
Distinct (%)	7.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	187.3365091
Minimum	9
Maximum	1326
Zeros	0
Zeros (%)	0.0%
Memory size	20.5 KiB

Quantile statistics

Minimum	9
5-th percentile	15
Q1	45
median	120
Q3	228
95-th percentile	636
Maximum	1326
Range	1317
Interquartile range (IQR)	183

Descriptive statistics

Standard deviation	217.5492178
Coefficient of variation (CV)	1.16127507
Kurtosis	8.194452249
Mean	187.3365091
Median Absolute Deviation (MAD)	81
Skewness	2.557774526
Sum	491571
Variance	47327.66217
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
15	144	5.5%
36	100	3.8%
189	67	2.6%
21	61	2.3%
24	58	2.2%
60	48	1.8%
48	46	1.8%
18	45	1.7%
57	41	1.6%
51	41	1.6%
Other values (190)	1973	75.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
9	27	1.0%
12	19	0.7%
15	144	5.5%
18	45	1.7%
21	61	2.3%

Value	Count	Frequency (%)
1326	4	0.2%
1323	19	0.7%
1320	1	< 0.1%
1194	1	< 0.1%
1116	12	0.5%

TempAvg
Real number (ℝ_≥0)

Distinct	244
Distinct (%)	9.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	85.71989329
Minimum	5
Maximum	1326
Zeros	0
Zeros (%)	0.0%
Memory size	20.5 KiB

Quantile statistics

Minimum	5
5-th percentile	9
Q1	22
median	53
Q3	109
95-th percentile	267.8
Maximum	1326
Range	1321
Interquartile range (IQR)	87

Descriptive statistics

Standard deviation	102.3310154
Coefficient of variation (CV)	1.193783747
Kurtosis	24.97426707
Mean	85.71989329
Median Absolute Deviation (MAD)	37
Skewness	3.676119237
Sum	224929
Variance	10471.63672
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
15	141	5.4%
162	58	2.2%
31	58	2.2%
30	48	1.8%
12	45	1.7%
17	42	1.6%
18	42	1.6%
21	40	1.5%
9	38	1.4%
70	38	1.4%
Other values (234)	2074	79.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
5	6	0.2%
6	31	1.2%
7	32	1.2%
8	27	1.0%
9	38	1.4%

Value	Count	Frequency (%)
1326	2	0.1%
966	2	0.1%
673	3	0.1%
581	4	0.2%
575	1	< 0.1%

SpatMax
Real number (ℝ_≥0)

Distinct	1085
Distinct (%)	41.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	9241.61471
Minimum	699
Maximum	49765
Zeros	0
Zeros (%)	0.0%
Memory size	20.5 KiB

Quantile statistics

Minimum	699
5-th percentile	1641
Q1	2831
median	5688
Q3	12370.25
95-th percentile	29357.1
Maximum	49765
Range	49066
Interquartile range (IQR)	9539.25

Descriptive statistics

Standard deviation	9219.142637
Coefficient of variation (CV)	0.9975683823
Kurtosis	3.404716733
Mean	9241.61471
Median Absolute Deviation (MAD)	3240
Skewness	1.843409412
Sum	24249997
Variance	84992590.96
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2831	110	4.2%
1926	53	2.0%
1014	39	1.5%
2908	24	0.9%
8459	22	0.8%
3306	20	0.8%
2226	19	0.7%
2475	19	0.7%
1903	14	0.5%
11282	14	0.5%
Other values (1075)	2290	87.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
699	1	< 0.1%
902	1	< 0.1%
965	1	< 0.1%
991	2	0.1%
1014	39	1.5%

Value	Count	Frequency (%)
49765	3	0.1%
48987	1	< 0.1%
47607	6	0.2%
47196	3	0.1%
44751	1	< 0.1%

SpatAvg
Real number (ℝ_≥0)

Distinct	1156
Distinct (%)	44.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	3356.083841
Minimum	284
Maximum	15602
Zeros	0
Zeros (%)	0.0%
Memory size	20.5 KiB

Quantile statistics

Minimum	284
5-th percentile	889
Q1	1536
median	2378
Q3	4210.25
95-th percentile	9616
Maximum	15602
Range	15318
Interquartile range (IQR)	2674.25

Descriptive statistics

Standard deviation	2737.973423
Coefficient of variation (CV)	0.8158239043
Kurtosis	3.684917889
Mean	3356.083841
Median Absolute Deviation (MAD)	1011
Skewness	1.905024754
Sum	8806364
Variance	7496498.464
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1536	110	4.2%
1575	53	2.0%
809	39	1.5%
2691	21	0.8%
1683	20	0.8%
1276	17	0.6%
2469	15	0.6%
1272	15	0.6%
4430	14	0.5%
12363	13	0.5%
Other values (1146)	2307	87.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
284	1	< 0.1%
305	3	0.1%
355	1	< 0.1%
404	1	< 0.1%
457	1	< 0.1%

Value	Count	Frequency (%)
15602	2	0.1%
15590	2	0.1%
15054	4	0.2%
14785	3	0.1%
14776	1	< 0.1%

TempDist
Real number (ℝ_≥0)

MISSING

Distinct	24
Distinct (%)	8.8%
Missing	2351
Missing (%)	89.6%
Infinite	0
Infinite (%)	0.0%

Mean	11.13186813
Minimum	1
Maximum	24
Zeros	0
Zeros (%)	0.0%
Memory size	20.5 KiB

Quantile statistics

Minimum	1
5-th percentile	2
Q1	6
median	10
Q3	15
95-th percentile	22
Maximum	24
Range	23
Interquartile range (IQR)	9

Descriptive statistics

Standard deviation	6.039469672
Coefficient of variation (CV)	0.5425387366
Kurtosis	-0.8019439214
Mean	11.13186813
Median Absolute Deviation (MAD)	4
Skewness	0.3226704522
Sum	3039
Variance	36.47519392
Monotocity	Not monotonic

Histogram with fixed size bins (bins=24)

Value	Count	Frequency (%)
6	21	0.8%
9	20	0.8%
10	18	0.7%
7	16	0.6%
14	15	0.6%
11	14	0.5%
15	14	0.5%
3	13	0.5%
12	13	0.5%
8	12	0.5%
Other values (14)	117	4.5%
(Missing)	2351	89.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	7	0.3%
2	9	0.3%
3	13	0.5%
4	12	0.5%
5	11	0.4%

Value	Count	Frequency (%)
24	6	0.2%
23	4	0.2%
22	5	0.2%
21	10	0.4%
20	10	0.4%

SpatDist
Real number (ℝ_≥0)

MISSING

Distinct	228
Distinct (%)	62.0%
Missing	2256
Missing (%)	86.0%
Infinite	0
Infinite (%)	0.0%

Mean	696.1902174
Minimum	1
Maximum	1988
Zeros	0
Zeros (%)	0.0%
Memory size	20.5 KiB

Quantile statistics

Minimum	1
5-th percentile	34.05
Q1	152
median	576
Q3	1073.5
95-th percentile	1843.15
Maximum	1988
Range	1987
Interquartile range (IQR)	921.5

Descriptive statistics

Standard deviation	583.0091878
Coefficient of variation (CV)	0.8374280092
Kurtosis	-0.7157057295
Mean	696.1902174
Median Absolute Deviation (MAD)	454
Skewness	0.668566729
Sum	256198
Variance	339899.713
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
576	39	1.5%
92	38	1.4%
1025	17	0.6%
1985	7	0.3%
431	6	0.2%
1986	4	0.2%
1	4	0.2%
588	3	0.1%
182	3	0.1%
97	3	0.1%
Other values (218)	244	9.3%
(Missing)	2256	86.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	4	0.2%
2	2	0.1%
5	2	0.1%
8	1	< 0.1%
9	2	0.1%

Value	Count	Frequency (%)
1988	1	< 0.1%
1986	4	0.2%
1985	7	0.3%
1982	1	< 0.1%
1956	1	< 0.1%

Coverage
Real number (ℝ_≥0)

Distinct	94
Distinct (%)	3.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	46.13033537
Minimum	4
Maximum	100
Zeros	0
Zeros (%)	0.0%
Memory size	20.5 KiB

Quantile statistics

Minimum	4
5-th percentile	14
Q1	29
median	45
Q3	62
95-th percentile	85
Maximum	100
Range	96
Interquartile range (IQR)	33

Descriptive statistics

Standard deviation	21.97233752
Coefficient of variation (CV)	0.4763099455
Kurtosis	-0.6621426759
Mean	46.13033537
Median Absolute Deviation (MAD)	16
Skewness	0.341124255
Sum	121046
Variance	482.7836162
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
48	148	5.6%
35	78	3.0%
27	68	2.6%
85	65	2.5%
64	60	2.3%
79	58	2.2%
32	53	2.0%
34	52	2.0%
47	51	1.9%
38	48	1.8%
Other values (84)	1943	74.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
4	3	0.1%
6	9	0.3%
7	9	0.3%
8	10	0.4%
9	13	0.5%

Value	Count	Frequency (%)
100	31	1.2%
99	1	< 0.1%
97	3	0.1%
95	7	0.3%
94	6	0.2%

TempGL
Categorical

Distinct	4
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	20.5 KiB

3	1695
2	643
1	282
4	4

Frequencies
Length

Value	Count	Frequency (%)
3	1695	64.6%
2	643	24.5%
1	282	10.7%
4	4	0.2%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	1
Median length	1
Mean length	1
Min length	1

SpatGL
Categorical

Distinct	2
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	20.5 KiB

2	2256
3	368

Frequencies
Length

Value	Count	Frequency (%)
2	2256	86.0%
3	368	14.0%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	1
Median length	1
Mean length	1
Min length	1

TempIL
Real number (ℝ)

Distinct	6
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	2.068597561
Minimum	-1
Maximum	5
Zeros	0
Zeros (%)	0.0%
Memory size	20.5 KiB

Quantile statistics

Minimum	-1
5-th percentile	-1
Q1	-1
median	3
Q3	4
95-th percentile	5
Maximum	5
Range	6
Interquartile range (IQR)	5

Descriptive statistics

Standard deviation	2.369076773
Coefficient of variation (CV)	1.145257453
Kurtosis	-1.552752615
Mean	2.068597561
Median Absolute Deviation (MAD)	2
Skewness	-0.3596672682
Sum	5428
Variance	5.612524758
Monotocity	Not monotonic

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
-1	929	35.4%
3	794	30.3%
4	482	18.4%
5	405	15.4%
2	8	0.3%
1	6	0.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-1	929	35.4%
1	6	0.2%
2	8	0.3%
3	794	30.3%
4	482	18.4%

Value	Count	Frequency (%)
5	405	15.4%
4	482	18.4%
3	794	30.3%
2	8	0.3%
1	6	0.2%

SpatIL
Real number (ℝ)

Distinct	6
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	2.730182927
Minimum	-1
Maximum	5
Zeros	0
Zeros (%)	0.0%
Memory size	20.5 KiB

Quantile statistics

Minimum	-1
5-th percentile	-1
Q1	2
median	3
Q3	4
95-th percentile	5
Maximum	5
Range	6
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.911397035
Coefficient of variation (CV)	0.7000985231
Kurtosis	-0.4791336765
Mean	2.730182927
Median Absolute Deviation (MAD)	1
Skewness	-0.7049981926
Sum	7164
Variance	3.653438625
Monotocity	Not monotonic

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
4	611	23.3%
2	539	20.5%
5	515	19.6%
3	422	16.1%
-1	368	14.0%
1	169	6.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-1	368	14.0%
1	169	6.4%
2	539	20.5%
3	422	16.1%
4	611	23.3%

Value	Count	Frequency (%)
5	515	19.6%
4	611	23.3%
3	422	16.1%
2	539	20.5%
1	169	6.4%

TLCar
Real number (ℝ_≥0)

Distinct	714
Distinct (%)	27.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1503.476372
Minimum	1000
Maximum	1999
Zeros	0
Zeros (%)	0.0%
Memory size	20.5 KiB

Quantile statistics

Minimum	1000
5-th percentile	1051
Q1	1277
median	1523
Q3	1750
95-th percentile	1938
Maximum	1999
Range	999
Interquartile range (IQR)	473

Descriptive statistics

Standard deviation	282.307127
Coefficient of variation (CV)	0.1877695801
Kurtosis	-1.151516292
Mean	1503.476372
Median Absolute Deviation (MAD)	237
Skewness	-0.06950558419
Sum	3945122
Variance	79697.31397
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1555	109	4.2%
1297	53	2.0%
1286	39	1.5%
1152	22	0.8%
1518	22	0.8%
1667	20	0.8%
1659	17	0.6%
1015	17	0.6%
1323	16	0.6%
1403	15	0.6%
Other values (704)	2294	87.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1000	3	0.1%
1001	10	0.4%
1003	5	0.2%
1004	3	0.1%
1005	4	0.2%

Value	Count	Frequency (%)
1999	1	< 0.1%
1997	2	0.1%
1996	6	0.2%
1995	4	0.2%
1991	2	0.1%

TLHGV
Real number (ℝ_≥0)

Distinct	465
Distinct (%)	17.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	732.5560213
Minimum	500
Maximum	999
Zeros	0
Zeros (%)	0.0%
Memory size	20.5 KiB

Quantile statistics

Minimum	500
5-th percentile	513
Q1	612
median	734.5
Q3	849
95-th percentile	971
Maximum	999
Range	499
Interquartile range (IQR)	237

Descriptive statistics

Standard deviation	143.8753826
Coefficient of variation (CV)	0.1964018838
Kurtosis	-1.110121605
Mean	732.5560213
Median Absolute Deviation (MAD)	120.5
Skewness	0.1351401133
Sum	1922227
Variance	20700.12572
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
787	117	4.5%
505	55	2.1%
612	45	1.7%
738	32	1.2%
513	23	0.9%
987	22	0.8%
737	22	0.8%
671	19	0.7%
846	19	0.7%
571	19	0.7%
Other values (455)	2251	85.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
500	5	0.2%
501	5	0.2%
502	9	0.3%
503	2	0.1%
504	4	0.2%

Value	Count	Frequency (%)
999	5	0.2%
998	2	0.1%
997	17	0.6%
996	7	0.3%
995	5	0.2%

Strasse
Categorical

Distinct	17
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Memory size	20.5 KiB

A 3	884
A 9	562
A 7	239
A 99	225
A 96	177
Other values (12)	537

Frequencies
Length

Common Values
Overview

Value	Count	Frequency (%)
A 3	884	33.7%
A 9	562	21.4%
A 7	239	9.1%
A 99	225	8.6%
A 96	177	6.7%
A 6	161	6.1%
A 93	128	4.9%
A 92	68	2.6%
A 73	67	2.6%
A 94	43	1.6%
Other values (7)	70	2.7%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	5
Median length	3
Mean length	3.302591463
Min length	3

AnzGesperrtFs
Real number (ℝ)

ZEROS

Distinct	5
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.7016006098
Minimum	-1
Maximum	3
Zeros	763
Zeros (%)	29.1%
Memory size	20.5 KiB

Quantile statistics

Minimum	-1
5-th percentile	0
Q1	0
median	1
Q3	1
95-th percentile	1
Maximum	3
Range	4
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.4843542488
Coefficient of variation (CV)	0.690356083
Kurtosis	-0.04465654628
Mean	0.7016006098
Median Absolute Deviation (MAD)	0
Skewness	-0.8475431605
Sum	1841
Variance	0.2345990383
Monotocity	Not monotonic

Histogram with fixed size bins (bins=5)

Value	Count	Frequency (%)
1	1832	69.8%
0	763	29.1%
-1	17	0.6%
2	10	0.4%
3	2	0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-1	17	0.6%
0	763	29.1%
1	1832	69.8%
2	10	0.4%
3	2	0.1%

Value	Count	Frequency (%)
3	2	0.1%
2	10	0.4%
1	1832	69.8%
0	763	29.1%
-1	17	0.6%

Einzug
Real number (ℝ_≥0)

Distinct	5
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	2.483231707
Minimum	1
Maximum	5
Zeros	0
Zeros (%)	0.0%
Memory size	20.5 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	1
median	2
Q3	5
95-th percentile	5
Maximum	5
Range	4
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	1.61049529
Coefficient of variation (CV)	0.6485481341
Kurtosis	-1.106773323
Mean	2.483231707
Median Absolute Deviation (MAD)	1
Skewness	0.7690026967
Sum	6516
Variance	2.59369508
Monotocity	Not monotonic

Histogram with fixed size bins (bins=5)

Value	Count	Frequency (%)
2	979	37.3%
1	910	34.7%
5	721	27.5%
3	13	0.5%
4	1	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	910	34.7%
2	979	37.3%
3	13	0.5%
4	1	< 0.1%
5	721	27.5%

Value	Count	Frequency (%)
5	721	27.5%
4	1	< 0.1%
3	13	0.5%
2	979	37.3%
1	910	34.7%

Richtung
Boolean

Distinct	2
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	20.5 KiB

1	2567
0	57

Common Values
Chart

Value	Count	Frequency (%)
1	2567	97.8%
0	57	2.2%

Length
Real number (ℝ_≥0)

ZEROS

Distinct	1237
Distinct (%)	47.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	947.3410823
Minimum	0
Maximum	24500
Zeros	756
Zeros (%)	28.8%
Memory size	20.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	292
Q3	1228.25
95-th percentile	3988.35
Maximum	24500
Range	24500
Interquartile range (IQR)	1228.25

Descriptive statistics

Standard deviation	1695.512711
Coefficient of variation (CV)	1.78975951
Kurtosis	35.62129468
Mean	947.3410823
Median Absolute Deviation (MAD)	292
Skewness	4.552555278
Sum	2485823
Variance	2874763.354
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	756	28.8%
100	18	0.7%
200	10	0.4%
150	10	0.4%
300	10	0.4%
65	9	0.3%
500	8	0.3%
52	7	0.3%
400	7	0.3%
97	6	0.2%
Other values (1227)	1783	67.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	756	28.8%
8	1	< 0.1%
10	1	< 0.1%
26	1	< 0.1%
27	1	< 0.1%

Value	Count	Frequency (%)
24500	1	< 0.1%
21032	1	< 0.1%
17430	1	< 0.1%
14185	1	< 0.1%
13800	2	0.1%

Duration
Real number (ℝ_≥0)

SKEWED
ZEROS

Distinct	482
Distinct (%)	18.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	360.5826982
Minimum	0
Maximum	187650
Zeros	421
Zeros (%)	16.0%
Memory size	20.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	4
median	30
Q3	98
95-th percentile	553.85
Maximum	187650
Range	187650
Interquartile range (IQR)	94

Descriptive statistics

Standard deviation	4964.152373
Coefficient of variation (CV)	13.76702875
Kurtosis	983.8578272
Mean	360.5826982
Median Absolute Deviation (MAD)	30
Skewness	29.48313023
Sum	946169
Variance	24642808.78
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	421	16.0%
1	91	3.5%
4	73	2.8%
2	64	2.4%
3	62	2.4%
7	41	1.6%
5	41	1.6%
9	36	1.4%
6	32	1.2%
15	30	1.1%
Other values (472)	1733	66.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	421	16.0%
1	91	3.5%
2	64	2.4%
3	62	2.4%
4	73	2.8%

Value	Count	Frequency (%)
187650	1	< 0.1%
132060	1	< 0.1%
75330	1	< 0.1%
39180	1	< 0.1%
32130	1	< 0.1%

Month
Categorical

Distinct	12
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Memory size	20.5 KiB

Jul	455
Sep	303
Oct	237
Dec	232
Aug	228
Other values (7)	1169

Frequencies
Length

Common Values
Overview

Value	Count	Frequency (%)
Jul	455	17.3%
Sep	303	11.5%
Oct	237	9.0%
Dec	232	8.8%
Aug	228	8.7%
Apr	226	8.6%
May	201	7.7%
Mar	180	6.9%
Nov	173	6.6%
Jun	149	5.7%
Other values (2)	240	9.1%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Cramér's V (φc)

Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.

First rows

	df_index	TempMax	TempAvg	SpatMax	SpatAvg	TempDist	SpatDist	Coverage	TempGL	SpatGL	TempIL	SpatIL	TLCar	TLHGV	Strasse	AnzGesperrtFs	Einzug	Richtung	Length	Duration	Month
0	0	69	30	15183	3134	NaN	NaN	18	3	2	3	2	1966	954	A 9	1	2	1	0	18	Jan
1	1	69	30	15183	3134	NaN	NaN	18	2	2	-1	4	1966	954	A 9	1	1	1	13772	47	Jan
2	2	69	30	15183	3134	NaN	NaN	18	3	2	3	2	1966	954	A 9	0	5	1	636	1	Jan
3	3	33	6	5301	1317	NaN	NaN	17	3	2	3	3	1131	856	A 9	1	2	1	41	0	Jan
4	4	33	6	5301	1317	NaN	NaN	17	2	2	-1	2	1131	856	A 9	0	5	1	2603	45	Jan
5	5	33	6	5301	1317	NaN	NaN	17	3	2	4	4	1131	856	A 9	0	5	1	258	8	Jan
6	6	174	156	15432	13788	NaN	NaN	88	3	2	2	1	1388	591	A 7	1	1	1	1322	143	Jan
7	7	57	23	2210	1205	NaN	NaN	51	2	2	-1	5	1143	580	A 70	1	2	1	3246	407	Jan
8	10	60	43	2056	1310	NaN	NaN	73	2	2	-1	3	1450	543	A 70	1	2	0	0	62	Jan
9	11	60	17	6158	1409	NaN	NaN	21	3	2	3	2	1742	834	A 6	1	2	1	3912	37	Jan

Last rows

	df_index	TempMax	TempAvg	SpatMax	SpatAvg	TempDist	SpatDist	Coverage	TempGL	SpatGL	TempIL	SpatIL	TLCar	TLHGV	Strasse	AnzGesperrtFs	Einzug	Richtung	Length	Duration	Month
2614	3229	360	306	14063	12907	NaN	NaN	91	3	2	3	3	1884	934	A 3	1	2	1	0	3	Dec
2615	3230	75	35	6554	2934	NaN	NaN	43	2	2	-1	5	1853	799	A 3	1	1	1	1228	81	Dec
2616	3232	75	35	6554	2934	NaN	702.0	43	3	3	4	-1	1853	799	A 3	0	5	1	639	20	Dec
2617	3233	81	61	2698	2360	NaN	NaN	86	3	2	4	4	1305	511	A 7	1	1	1	585	60	Dec
2618	3234	81	61	2698	2360	NaN	NaN	86	3	2	3	2	1305	511	A 7	0	5	1	851	1	Dec
2619	3235	81	61	2698	2360	NaN	NaN	86	3	2	4	4	1305	511	A 7	-1	1	1	300	75	Dec
2620	3236	60	17	12219	4654	NaN	NaN	37	3	2	3	2	1671	871	A 9	0	5	1	116	11	Dec
2621	3237	60	17	12219	4654	NaN	NaN	37	3	2	3	1	1671	871	A 9	1	2	1	305	4	Dec
2622	3238	60	17	12219	4654	NaN	NaN	37	3	2	3	1	1671	871	A 9	0	5	1	129	1	Dec
2623	3240	39	21	2218	967	NaN	NaN	42	2	2	-1	2	1003	565	A 73	1	2	1	1518	39	Dec

Overview

Variables

Interactions

Correlations

Pearson's r

Spearman's ρ

Kendall's τ

Phik (φk)

Cramér's V (φc)

Missing values

Sample

First rows

Last rows